Can you legally use other artists works and make something else out of it?

I want to enter this art exhibit/contest thing and I absolutely love Vincent Van Gogh. I was thinking about taking elements from my favorite paintings of his and putting them together in a new orginal piece of my own. Can I legally do that?
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